diff --git a/pkg/common/localcache/cache.go b/pkg/common/localcache/cache.go
index 228538fa6..f81a1a214 100644
--- a/pkg/common/localcache/cache.go
+++ b/pkg/common/localcache/cache.go
@@ -3,10 +3,14 @@ package localcache
 import (
 	"context"
 	"github.com/openimsdk/open-im-server/v3/pkg/common/localcache/link"
-	"github.com/openimsdk/open-im-server/v3/pkg/common/localcache/local"
 	opt "github.com/openimsdk/open-im-server/v3/pkg/common/localcache/option"
+	"hash/fnv"
+	"time"
+	"unsafe"
 )
 
+const TimingWheelSize = 500
+
 type Cache[V any] interface {
 	Get(ctx context.Context, key string, fetch func(ctx context.Context) (V, error), opts ...*opt.Option) (V, error)
 	Del(ctx context.Context, key ...string)
@@ -17,8 +21,15 @@ func New[V any](opts ...Option) Cache[V] {
 	for _, o := range opts {
 		o(opt)
 	}
-	c := &cache[V]{opt: opt, link: link.New(opt.localSlotNum)}
-	c.local = local.NewCache[V](opt.localSlotNum, opt.localSlotSize, opt.localSuccessTTL, opt.localFailedTTL, opt.target, c.onEvict)
+	c := &cache[V]{
+		opt:  opt,
+		link: link.New(opt.localSlotNum),
+		n:    uint64(opt.localSlotNum),
+	}
+	c.timingWheel = NewTimeWheel[string, V](TimingWheelSize, time.Second, c.exec)
+	for i := 0; i < opt.localSlotNum; i++ {
+		c.slots[i] = NewLRU[string, V](opt.localSlotSize, opt.localSuccessTTL, opt.localFailedTTL, opt.target, c.onEvict)
+	}
 	go func() {
 		c.opt.delCh(c.del)
 	}()
@@ -26,16 +37,24 @@ func New[V any](opts ...Option) Cache[V] {
 }
 
 type cache[V any] struct {
-	opt   *option
-	link  link.Link
-	local local.Cache[V]
+	n           uint64
+	slots       []*LRU[string, V]
+	opt         *option
+	link        link.Link
+	timingWheel *TimeWheel[string, V]
+}
+
+func (c *cache[V]) index(key string) uint64 {
+	h := fnv.New64a()
+	_, _ = h.Write(*(*[]byte)(unsafe.Pointer(&key)))
+	return h.Sum64() % c.n
 }
 
 func (c *cache[V]) onEvict(key string, value V) {
 	lks := c.link.Del(key)
 	for k := range lks {
 		if key != k { // prevent deadlock
-			c.local.Del(k)
+			c.slots[c.index(k)].Del(k)
 		}
 	}
 }
@@ -43,9 +62,9 @@ func (c *cache[V]) onEvict(key string, value V) {
 func (c *cache[V]) del(key ...string) {
 	for _, k := range key {
 		lks := c.link.Del(k)
-		c.local.Del(k)
+		c.slots[c.index(k)].Del(k)
 		for k := range lks {
-			c.local.Del(k)
+			c.slots[c.index(k)].Del(k)
 		}
 	}
 }
@@ -59,7 +78,7 @@ func (c *cache[V]) Get(ctx context.Context, key string, fetch func(ctx context.C
 		if len(opts) > 0 && len(opts[0].Link) > 0 {
 			c.link.Link(key, opts[0].Link...)
 		}
-		return c.local.Get(key, func() (V, error) {
+		return c.slots[c.index(key)].Get(key, func() (V, error) {
 			return fetch(ctx)
 		})
 	} else {
@@ -78,3 +97,6 @@ func (c *cache[V]) Del(ctx context.Context, key ...string) {
 		c.del(key...)
 	}
 }
+func (c *cache[V]) exec(key string, value V) {
+
+}
diff --git a/pkg/common/localcache/local/callback.go b/pkg/common/localcache/callback.go
similarity index 86%
rename from pkg/common/localcache/local/callback.go
rename to pkg/common/localcache/callback.go
index 32aef112b..4bd37a2c2 100644
--- a/pkg/common/localcache/local/callback.go
+++ b/pkg/common/localcache/callback.go
@@ -1,4 +1,4 @@
-package local
+package localcache
 
 import "github.com/hashicorp/golang-lru/v2/simplelru"
 
diff --git a/pkg/common/localcache/local/cache.go b/pkg/common/localcache/local/cache.go
deleted file mode 100644
index 06569965e..000000000
--- a/pkg/common/localcache/local/cache.go
+++ /dev/null
@@ -1,50 +0,0 @@
-package local
-
-import (
-	"hash/fnv"
-	"time"
-	"unsafe"
-)
-
-type Cache[V any] interface {
-	Get(key string, fetch func() (V, error)) (V, error)
-	Del(key string) bool
-}
-
-func NewCache[V any](slotNum, slotSize int, successTTL, failedTTL time.Duration, target Target, onEvict EvictCallback[string, V]) Cache[V] {
-	c := &slot[V]{
-		n:      uint64(slotNum),
-		slots:  make([]*LRU[string, V], slotNum),
-		target: target,
-	}
-	for i := 0; i < slotNum; i++ {
-		c.slots[i] = NewLRU[string, V](slotSize, successTTL, failedTTL, c.target, onEvict)
-	}
-	return c
-}
-
-type slot[V any] struct {
-	n      uint64
-	slots  []*LRU[string, V]
-	target Target
-}
-
-func (c *slot[V]) index(s string) uint64 {
-	h := fnv.New64a()
-	_, _ = h.Write(*(*[]byte)(unsafe.Pointer(&s)))
-	return h.Sum64() % c.n
-}
-
-func (c *slot[V]) Get(key string, fetch func() (V, error)) (V, error) {
-	return c.slots[c.index(key)].Get(key, fetch)
-}
-
-func (c *slot[V]) Del(key string) bool {
-	if c.slots[c.index(key)].Del(key) {
-		c.target.IncrDelHit()
-		return true
-	} else {
-		c.target.IncrDelNotFound()
-		return false
-	}
-}
diff --git a/pkg/common/localcache/local/lru_test.go b/pkg/common/localcache/local/lru_test.go
deleted file mode 100644
index a6e7553ee..000000000
--- a/pkg/common/localcache/local/lru_test.go
+++ /dev/null
@@ -1,95 +0,0 @@
-package local
-
-import (
-	"fmt"
-	"sync"
-	"sync/atomic"
-	"testing"
-	"time"
-)
-
-type cacheTarget struct {
-	getHit      int64
-	getSuccess  int64
-	getFailed   int64
-	delHit      int64
-	delNotFound int64
-}
-
-func (r *cacheTarget) IncrGetHit() {
-	atomic.AddInt64(&r.getHit, 1)
-}
-
-func (r *cacheTarget) IncrGetSuccess() {
-	atomic.AddInt64(&r.getSuccess, 1)
-}
-
-func (r *cacheTarget) IncrGetFailed() {
-	atomic.AddInt64(&r.getFailed, 1)
-}
-
-func (r *cacheTarget) IncrDelHit() {
-	atomic.AddInt64(&r.delHit, 1)
-}
-
-func (r *cacheTarget) IncrDelNotFound() {
-	atomic.AddInt64(&r.delNotFound, 1)
-}
-
-func (r *cacheTarget) String() string {
-	return fmt.Sprintf("getHit: %d, getSuccess: %d, getFailed: %d, delHit: %d, delNotFound: %d", r.getHit, r.getSuccess, r.getFailed, r.delHit, r.delNotFound)
-}
-
-func TestName(t *testing.T) {
-	target := &cacheTarget{}
-	l := NewCache[string](100, 1000, time.Second*20, time.Second*5, target, nil)
-	//l := NewLRU[string, string](1000, time.Second*20, time.Second*5, target)
-
-	fn := func(key string, n int, fetch func() (string, error)) {
-		for i := 0; i < n; i++ {
-			//v, err := l.Get(key, fetch)
-			//if err == nil {
-			//	t.Log("key", key, "value", v)
-			//} else {
-			//	t.Error("key", key, err)
-			//}
-			l.Get(key, fetch)
-			//time.Sleep(time.Second / 100)
-		}
-	}
-
-	tmp := make(map[string]struct{})
-
-	var wg sync.WaitGroup
-	for i := 0; i < 10000; i++ {
-		wg.Add(1)
-		key := fmt.Sprintf("key_%d", i%200)
-		tmp[key] = struct{}{}
-		go func() {
-			defer wg.Done()
-			//t.Log(key)
-			fn(key, 10000, func() (string, error) {
-				//time.Sleep(time.Second * 3)
-				//t.Log(time.Now(), "key", key, "fetch")
-				//if rand.Uint32()%5 == 0 {
-				//	return "value_" + key, nil
-				//}
-				//return "", errors.New("rand error")
-				return "value_" + key, nil
-			})
-		}()
-
-		//wg.Add(1)
-		//go func() {
-		//	defer wg.Done()
-		//	for i := 0; i < 10; i++ {
-		//		l.Del(key)
-		//		time.Sleep(time.Second / 3)
-		//	}
-		//}()
-	}
-	wg.Wait()
-	t.Log(len(tmp))
-	t.Log(target.String())
-
-}
diff --git a/pkg/common/localcache/local/target.go b/pkg/common/localcache/local/target.go
deleted file mode 100644
index 6cb134fb0..000000000
--- a/pkg/common/localcache/local/target.go
+++ /dev/null
@@ -1,10 +0,0 @@
-package local
-
-type Target interface {
-	IncrGetHit()
-	IncrGetSuccess()
-	IncrGetFailed()
-
-	IncrDelHit()
-	IncrDelNotFound()
-}
diff --git a/pkg/common/localcache/local/lru.go b/pkg/common/localcache/lru.go
similarity index 91%
rename from pkg/common/localcache/local/lru.go
rename to pkg/common/localcache/lru.go
index 45dc3b651..4fd1704d2 100644
--- a/pkg/common/localcache/local/lru.go
+++ b/pkg/common/localcache/lru.go
@@ -1,4 +1,4 @@
-package local
+package localcache
 
 import (
 	"github.com/hashicorp/golang-lru/v2/simplelru"
@@ -30,6 +30,7 @@ func NewLRU[K comparable, V any](size int, successTTL, failedTTL time.Duration,
 		successTTL: successTTL,
 		failedTTL:  failedTTL,
 		target:     target,
+		s:          NewSingleFlight[K, V](),
 	}
 }
 
@@ -39,6 +40,7 @@ type LRU[K comparable, V any] struct {
 	successTTL time.Duration
 	failedTTL  time.Duration
 	target     Target
+	s          *SingleFlight[K, V]
 }
 
 func (x *LRU[K, V]) Get(key K, fetch func() (V, error)) (V, error) {
@@ -78,5 +80,10 @@ func (x *LRU[K, V]) Del(key K) bool {
 	x.lock.Lock()
 	ok := x.core.Remove(key)
 	x.lock.Unlock()
+	if ok {
+		x.target.IncrDelHit()
+	} else {
+		x.target.IncrDelNotFound()
+	}
 	return ok
 }
diff --git a/pkg/common/localcache/lru_test.go b/pkg/common/localcache/lru_test.go
new file mode 100644
index 000000000..fff925eaa
--- /dev/null
+++ b/pkg/common/localcache/lru_test.go
@@ -0,0 +1,55 @@
+package localcache
+
+//func TestName(t *testing.T) {
+//	target := &cacheTarget{}
+//	l := NewCache[string](100, 1000, time.Second*20, time.Second*5, target, nil)
+//	//l := NewLRU[string, string](1000, time.Second*20, time.Second*5, target)
+//
+//	fn := func(key string, n int, fetch func() (string, error)) {
+//		for i := 0; i < n; i++ {
+//			//v, err := l.Get(key, fetch)
+//			//if err == nil {
+//			//	t.Log("key", key, "value", v)
+//			//} else {
+//			//	t.Error("key", key, err)
+//			//}
+//			l.Get(key, fetch)
+//			//time.Sleep(time.Second / 100)
+//		}
+//	}
+//
+//	tmp := make(map[string]struct{})
+//
+//	var wg sync.WaitGroup
+//	for i := 0; i < 10000; i++ {
+//		wg.Add(1)
+//		key := fmt.Sprintf("key_%d", i%200)
+//		tmp[key] = struct{}{}
+//		go func() {
+//			defer wg.Done()
+//			//t.Log(key)
+//			fn(key, 10000, func() (string, error) {
+//				//time.Sleep(time.Second * 3)
+//				//t.Log(time.Now(), "key", key, "fetch")
+//				//if rand.Uint32()%5 == 0 {
+//				//	return "value_" + key, nil
+//				//}
+//				//return "", errors.New("rand error")
+//				return "value_" + key, nil
+//			})
+//		}()
+//
+//		//wg.Add(1)
+//		//go func() {
+//		//	defer wg.Done()
+//		//	for i := 0; i < 10; i++ {
+//		//		l.Del(key)
+//		//		time.Sleep(time.Second / 3)
+//		//	}
+//		//}()
+//	}
+//	wg.Wait()
+//	t.Log(len(tmp))
+//	t.Log(target.String())
+//
+//}
diff --git a/pkg/common/localcache/option.go b/pkg/common/localcache/option.go
index 01c9ce57d..6f0b973d4 100644
--- a/pkg/common/localcache/option.go
+++ b/pkg/common/localcache/option.go
@@ -2,15 +2,14 @@ package localcache
 
 import (
 	"context"
-	"github.com/openimsdk/open-im-server/v3/pkg/common/localcache/local"
 	"time"
 )
 
 func defaultOption() *option {
 	return &option{
 		enable:          true,
-		localSlotNum:    500,
-		localSlotSize:   20000,
+		localSlotNum:    500,   //LRU的slot数量
+		localSlotSize:   20000, //每个LRU的大小
 		localSuccessTTL: time.Minute,
 		localFailedTTL:  time.Second * 5,
 		delFn:           make([]func(ctx context.Context, key ...string), 0, 2),
@@ -26,7 +25,7 @@ type option struct {
 	localFailedTTL  time.Duration
 	delFn           []func(ctx context.Context, key ...string)
 	delCh           func(fn func(key ...string))
-	target          local.Target
+	target          Target
 }
 
 type Option func(o *option)
@@ -73,7 +72,7 @@ func WithLocalFailedTTL(localFailedTTL time.Duration) Option {
 	}
 }
 
-func WithTarget(target local.Target) Option {
+func WithTarget(target Target) Option {
 	if target == nil {
 		panic("target should not be nil")
 	}
@@ -99,15 +98,3 @@ func WithDeleteLocal(fn func(fn func(key ...string))) Option {
 		o.delCh = fn
 	}
 }
-
-type emptyTarget struct{}
-
-func (e emptyTarget) IncrGetHit() {}
-
-func (e emptyTarget) IncrGetSuccess() {}
-
-func (e emptyTarget) IncrGetFailed() {}
-
-func (e emptyTarget) IncrDelHit() {}
-
-func (e emptyTarget) IncrDelNotFound() {}
diff --git a/pkg/common/localcache/singleflight.go b/pkg/common/localcache/singleflight.go
new file mode 100644
index 000000000..5dcd70669
--- /dev/null
+++ b/pkg/common/localcache/singleflight.go
@@ -0,0 +1,43 @@
+package localcache
+
+import "sync"
+
+type call[K comparable, V any] struct {
+	wg  sync.WaitGroup
+	val V
+	err error
+}
+
+type SingleFlight[K comparable, V any] struct {
+	mu sync.Mutex
+	m  map[K]*call[K, V]
+}
+
+func NewSingleFlight[K comparable, V any]() *SingleFlight[K, V] {
+	return &SingleFlight[K, V]{m: make(map[K]*call[K, V])}
+}
+
+func (r *SingleFlight[K, V]) Do(key K, fn func() (V, error)) (V, error) {
+	r.mu.Lock()
+	if r.m == nil {
+		r.m = make(map[K]*call[K, V])
+	}
+	if c, ok := r.m[key]; ok {
+		r.mu.Unlock()
+		c.wg.Wait()
+		return c.val, c.err
+	}
+	c := new(call[K, V])
+	c.wg.Add(1)
+	r.m[key] = c
+	r.mu.Unlock()
+
+	c.val, c.err = fn()
+	c.wg.Done()
+
+	r.mu.Lock()
+	delete(r.m, key)
+	r.mu.Unlock()
+
+	return c.val, c.err
+}
diff --git a/pkg/common/localcache/target.go b/pkg/common/localcache/target.go
new file mode 100644
index 000000000..2edf51ddb
--- /dev/null
+++ b/pkg/common/localcache/target.go
@@ -0,0 +1,59 @@
+package localcache
+
+import (
+	"fmt"
+	"sync/atomic"
+)
+
+type Target interface {
+	IncrGetHit()
+	IncrGetSuccess()
+	IncrGetFailed()
+
+	IncrDelHit()
+	IncrDelNotFound()
+}
+
+type cacheTarget struct {
+	getHit      int64
+	getSuccess  int64
+	getFailed   int64
+	delHit      int64
+	delNotFound int64
+}
+
+func (r *cacheTarget) IncrGetHit() {
+	atomic.AddInt64(&r.getHit, 1)
+}
+
+func (r *cacheTarget) IncrGetSuccess() {
+	atomic.AddInt64(&r.getSuccess, 1)
+}
+
+func (r *cacheTarget) IncrGetFailed() {
+	atomic.AddInt64(&r.getFailed, 1)
+}
+
+func (r *cacheTarget) IncrDelHit() {
+	atomic.AddInt64(&r.delHit, 1)
+}
+
+func (r *cacheTarget) IncrDelNotFound() {
+	atomic.AddInt64(&r.delNotFound, 1)
+}
+
+func (r *cacheTarget) String() string {
+	return fmt.Sprintf("getHit: %d, getSuccess: %d, getFailed: %d, delHit: %d, delNotFound: %d", r.getHit, r.getSuccess, r.getFailed, r.delHit, r.delNotFound)
+}
+
+type emptyTarget struct{}
+
+func (e emptyTarget) IncrGetHit() {}
+
+func (e emptyTarget) IncrGetSuccess() {}
+
+func (e emptyTarget) IncrGetFailed() {}
+
+func (e emptyTarget) IncrDelHit() {}
+
+func (e emptyTarget) IncrDelNotFound() {}
diff --git a/pkg/common/localcache/timingwheel.go b/pkg/common/localcache/timingwheel.go
new file mode 100644
index 000000000..ca1bac033
--- /dev/null
+++ b/pkg/common/localcache/timingwheel.go
@@ -0,0 +1,71 @@
+package localcache
+
+import (
+	"sync"
+	"time"
+)
+
+type Execute[K comparable, V any] func(K, V)
+
+type Task[K comparable, V any] struct {
+	key   K
+	value V
+}
+
+type TimeWheel[K comparable, V any] struct {
+	ticker     *time.Ticker
+	slots      [][]Task[K, V]
+	currentPos int
+	size       int
+	slotMutex  sync.Mutex
+	execute    Execute[K, V]
+}
+
+func NewTimeWheel[K comparable, V any](size int, tickDuration time.Duration, execute Execute[K, V]) *TimeWheel[K, V] {
+	return &TimeWheel[K, V]{
+		ticker:     time.NewTicker(tickDuration),
+		slots:      make([][]Task[K, V], size),
+		currentPos: 0,
+		size:       size,
+		execute:    execute,
+	}
+}
+
+func (tw *TimeWheel[K, V]) Start() {
+	for range tw.ticker.C {
+		tw.tick()
+	}
+}
+
+func (tw *TimeWheel[K, V]) Stop() {
+	tw.ticker.Stop()
+}
+
+func (tw *TimeWheel[K, V]) tick() {
+	tw.slotMutex.Lock()
+	defer tw.slotMutex.Unlock()
+
+	tasks := tw.slots[tw.currentPos]
+	tw.slots[tw.currentPos] = nil
+	if len(tasks) > 0 {
+		go func(tasks []Task[K, V]) {
+			for _, task := range tasks {
+				tw.execute(task.key, task.value)
+			}
+		}(tasks)
+	}
+
+	tw.currentPos = (tw.currentPos + 1) % tw.size
+}
+
+func (tw *TimeWheel[K, V]) AddTask(delay int, task Task[K, V]) {
+	if delay < 0 || delay >= tw.size {
+		return
+	}
+
+	tw.slotMutex.Lock()
+	defer tw.slotMutex.Unlock()
+
+	pos := (tw.currentPos + delay) % tw.size
+	tw.slots[pos] = append(tw.slots[pos], task)
+}
diff --git a/pkg/common/redispubsub/redispubliser.go b/pkg/common/redispubsub/redispubliser.go
new file mode 100644
index 000000000..822b25bf9
--- /dev/null
+++ b/pkg/common/redispubsub/redispubliser.go
@@ -0,0 +1,16 @@
+package redispubsub
+
+import "github.com/redis/go-redis/v9"
+
+type Publisher struct {
+	client  redis.UniversalClient
+	channel string
+}
+
+func NewPublisher(client redis.UniversalClient, channel string) *Publisher {
+	return &Publisher{client: client, channel: channel}
+}
+
+func (p *Publisher) Publish(message string) error {
+	return p.client.Publish(ctx, p.channel, message).Err()
+}
diff --git a/pkg/common/redispubsub/redissubscriber.go b/pkg/common/redispubsub/redissubscriber.go
new file mode 100644
index 000000000..69cfd8a69
--- /dev/null
+++ b/pkg/common/redispubsub/redissubscriber.go
@@ -0,0 +1,27 @@
+package redispubsub
+
+import (
+	"context"
+	"github.com/redis/go-redis/v9"
+)
+
+var ctx = context.Background()
+
+type Subscriber struct {
+	client  redis.UniversalClient
+	channel string
+}
+
+func NewSubscriber(client redis.UniversalClient, channel string) *Subscriber {
+	return &Subscriber{client: client, channel: channel}
+}
+
+func (s *Subscriber) OnMessage(callback func(string)) error {
+	messageChannel := s.client.Subscribe(ctx, s.channel).Channel()
+	go func() {
+		for msg := range messageChannel {
+			callback(msg.Payload)
+		}
+	}()
+	return nil
+}